{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "\n",
    "import networkx as nx\n",
    "from sklearn.decomposition import PCA\n",
    "from scipy.sparse.csgraph import connected_components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(168615, 7)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stock</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>adj_close</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>13589</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>2000-07-31</td>\n",
       "      <td>3.11</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.22</td>\n",
       "      <td>38824800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13588</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>2000-08-01</td>\n",
       "      <td>3.18</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.12</td>\n",
       "      <td>34321000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13587</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>2000-08-02</td>\n",
       "      <td>3.10</td>\n",
       "      <td>3.16</td>\n",
       "      <td>3.16</td>\n",
       "      <td>2.99</td>\n",
       "      <td>40588800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13586</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>2000-08-03</td>\n",
       "      <td>2.88</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.04</td>\n",
       "      <td>84974400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13585</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>2000-08-04</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.00</td>\n",
       "      <td>65780400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      stock  timestamp  open  high   low  adj_close    volume\n",
       "13589  AAPL 2000-07-31  3.11  3.27  3.27       3.22  38824800\n",
       "13588  AAPL 2000-08-01  3.18  3.24  3.24       3.12  34321000\n",
       "13587  AAPL 2000-08-02  3.10  3.16  3.16       2.99  40588800\n",
       "13586  AAPL 2000-08-03  2.88  3.04  3.04       3.04  84974400\n",
       "13585  AAPL 2000-08-04  3.13  3.24  3.24       3.00  65780400"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ DATA ###\n",
    "\n",
    "df = pd.read_csv('financial_data_2000_2018_cleaned.csv.zip', index_col=0)\n",
    "df['timestamp'] = df.timestamp.apply(datetime.fromtimestamp)\n",
    "df.sort_values(['stock','timestamp'], inplace=True)\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>timestamp</th>\n",
       "      <th>2000-07-31</th>\n",
       "      <th>2000-08-01</th>\n",
       "      <th>2000-08-02</th>\n",
       "      <th>2000-08-03</th>\n",
       "      <th>2000-08-04</th>\n",
       "      <th>2000-08-07</th>\n",
       "      <th>2000-08-08</th>\n",
       "      <th>2000-08-09</th>\n",
       "      <th>2000-08-10</th>\n",
       "      <th>2000-08-11</th>\n",
       "      <th>...</th>\n",
       "      <th>2018-07-18</th>\n",
       "      <th>2018-07-19</th>\n",
       "      <th>2018-07-20</th>\n",
       "      <th>2018-07-23</th>\n",
       "      <th>2018-07-24</th>\n",
       "      <th>2018-07-25</th>\n",
       "      <th>2018-07-26</th>\n",
       "      <th>2018-07-27</th>\n",
       "      <th>2018-07-30</th>\n",
       "      <th>2018-07-31</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stock</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>AAPL</td>\n",
       "      <td>3.22</td>\n",
       "      <td>3.12</td>\n",
       "      <td>2.99</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.03</td>\n",
       "      <td>2.96</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.02</td>\n",
       "      <td>...</td>\n",
       "      <td>189.73</td>\n",
       "      <td>191.21</td>\n",
       "      <td>190.77</td>\n",
       "      <td>190.94</td>\n",
       "      <td>192.33</td>\n",
       "      <td>194.14</td>\n",
       "      <td>193.53</td>\n",
       "      <td>190.31</td>\n",
       "      <td>189.25</td>\n",
       "      <td>189.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ADBE</td>\n",
       "      <td>28.44</td>\n",
       "      <td>28.43</td>\n",
       "      <td>28.89</td>\n",
       "      <td>28.26</td>\n",
       "      <td>29.00</td>\n",
       "      <td>30.32</td>\n",
       "      <td>30.17</td>\n",
       "      <td>28.89</td>\n",
       "      <td>28.02</td>\n",
       "      <td>28.71</td>\n",
       "      <td>...</td>\n",
       "      <td>259.78</td>\n",
       "      <td>257.68</td>\n",
       "      <td>257.54</td>\n",
       "      <td>259.47</td>\n",
       "      <td>257.49</td>\n",
       "      <td>263.17</td>\n",
       "      <td>261.93</td>\n",
       "      <td>254.81</td>\n",
       "      <td>242.32</td>\n",
       "      <td>244.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ADSK</td>\n",
       "      <td>5.24</td>\n",
       "      <td>5.02</td>\n",
       "      <td>5.20</td>\n",
       "      <td>5.53</td>\n",
       "      <td>5.52</td>\n",
       "      <td>5.61</td>\n",
       "      <td>5.74</td>\n",
       "      <td>5.70</td>\n",
       "      <td>5.79</td>\n",
       "      <td>5.82</td>\n",
       "      <td>...</td>\n",
       "      <td>137.43</td>\n",
       "      <td>134.50</td>\n",
       "      <td>134.32</td>\n",
       "      <td>134.50</td>\n",
       "      <td>132.31</td>\n",
       "      <td>135.85</td>\n",
       "      <td>136.14</td>\n",
       "      <td>131.16</td>\n",
       "      <td>127.00</td>\n",
       "      <td>128.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>AMAT</td>\n",
       "      <td>29.79</td>\n",
       "      <td>29.27</td>\n",
       "      <td>28.48</td>\n",
       "      <td>27.08</td>\n",
       "      <td>26.59</td>\n",
       "      <td>27.45</td>\n",
       "      <td>27.70</td>\n",
       "      <td>28.31</td>\n",
       "      <td>27.18</td>\n",
       "      <td>27.16</td>\n",
       "      <td>...</td>\n",
       "      <td>48.06</td>\n",
       "      <td>46.46</td>\n",
       "      <td>46.55</td>\n",
       "      <td>46.22</td>\n",
       "      <td>45.70</td>\n",
       "      <td>45.75</td>\n",
       "      <td>46.95</td>\n",
       "      <td>48.08</td>\n",
       "      <td>47.69</td>\n",
       "      <td>48.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>AMZN</td>\n",
       "      <td>30.13</td>\n",
       "      <td>30.25</td>\n",
       "      <td>30.81</td>\n",
       "      <td>31.50</td>\n",
       "      <td>32.50</td>\n",
       "      <td>33.81</td>\n",
       "      <td>32.94</td>\n",
       "      <td>30.88</td>\n",
       "      <td>30.44</td>\n",
       "      <td>33.69</td>\n",
       "      <td>...</td>\n",
       "      <td>1842.92</td>\n",
       "      <td>1812.97</td>\n",
       "      <td>1813.70</td>\n",
       "      <td>1802.00</td>\n",
       "      <td>1829.24</td>\n",
       "      <td>1863.61</td>\n",
       "      <td>1808.00</td>\n",
       "      <td>1817.27</td>\n",
       "      <td>1779.22</td>\n",
       "      <td>1777.44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 4530 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "timestamp  2000-07-31  2000-08-01  2000-08-02  2000-08-03  2000-08-04  \\\n",
       "stock                                                                   \n",
       "AAPL             3.22        3.12        2.99        3.04        3.00   \n",
       "ADBE            28.44       28.43       28.89       28.26       29.00   \n",
       "ADSK             5.24        5.02        5.20        5.53        5.52   \n",
       "AMAT            29.79       29.27       28.48       27.08       26.59   \n",
       "AMZN            30.13       30.25       30.81       31.50       32.50   \n",
       "\n",
       "timestamp  2000-08-07  2000-08-08  2000-08-09  2000-08-10  2000-08-11  ...  \\\n",
       "stock                                                                  ...   \n",
       "AAPL             3.03        2.96        3.01        3.01        3.02  ...   \n",
       "ADBE            30.32       30.17       28.89       28.02       28.71  ...   \n",
       "ADSK             5.61        5.74        5.70        5.79        5.82  ...   \n",
       "AMAT            27.45       27.70       28.31       27.18       27.16  ...   \n",
       "AMZN            33.81       32.94       30.88       30.44       33.69  ...   \n",
       "\n",
       "timestamp  2018-07-18  2018-07-19  2018-07-20  2018-07-23  2018-07-24  \\\n",
       "stock                                                                   \n",
       "AAPL           189.73      191.21      190.77      190.94      192.33   \n",
       "ADBE           259.78      257.68      257.54      259.47      257.49   \n",
       "ADSK           137.43      134.50      134.32      134.50      132.31   \n",
       "AMAT            48.06       46.46       46.55       46.22       45.70   \n",
       "AMZN          1842.92     1812.97     1813.70     1802.00     1829.24   \n",
       "\n",
       "timestamp  2018-07-25  2018-07-26  2018-07-27  2018-07-30  2018-07-31  \n",
       "stock                                                                  \n",
       "AAPL           194.14      193.53      190.31      189.25      189.63  \n",
       "ADBE           263.17      261.93      254.81      242.32      244.68  \n",
       "ADSK           135.85      136.14      131.16      127.00      128.44  \n",
       "AMAT            45.75       46.95       48.08       47.69       48.41  \n",
       "AMZN          1863.61     1808.00     1817.27     1779.22     1777.44  \n",
       "\n",
       "[5 rows x 4530 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### MANAGE CLOSE PRICES (STOCKS, TIMESTEMPS) ###\n",
    "\n",
    "df_close = df.set_index(['stock','timestamp'])['adj_close'].unstack()\n",
    "df_close = df_close.loc[~df_close.isna().any(axis=1)].copy()\n",
    "\n",
    "df_close.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>timestamp</th>\n",
       "      <th>2000-07-31</th>\n",
       "      <th>2000-08-01</th>\n",
       "      <th>2000-08-02</th>\n",
       "      <th>2000-08-03</th>\n",
       "      <th>2000-08-04</th>\n",
       "      <th>2000-08-07</th>\n",
       "      <th>2000-08-08</th>\n",
       "      <th>2000-08-09</th>\n",
       "      <th>2000-08-10</th>\n",
       "      <th>2000-08-11</th>\n",
       "      <th>...</th>\n",
       "      <th>2018-07-18</th>\n",
       "      <th>2018-07-19</th>\n",
       "      <th>2018-07-20</th>\n",
       "      <th>2018-07-23</th>\n",
       "      <th>2018-07-24</th>\n",
       "      <th>2018-07-25</th>\n",
       "      <th>2018-07-26</th>\n",
       "      <th>2018-07-27</th>\n",
       "      <th>2018-07-30</th>\n",
       "      <th>2018-07-31</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stock</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>AAPL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.031548</td>\n",
       "      <td>-0.042560</td>\n",
       "      <td>0.016584</td>\n",
       "      <td>-0.013245</td>\n",
       "      <td>0.009950</td>\n",
       "      <td>-0.023373</td>\n",
       "      <td>0.016751</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003317</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005519</td>\n",
       "      <td>0.007770</td>\n",
       "      <td>-0.002304</td>\n",
       "      <td>0.000891</td>\n",
       "      <td>0.007253</td>\n",
       "      <td>0.009367</td>\n",
       "      <td>-0.003147</td>\n",
       "      <td>-0.016778</td>\n",
       "      <td>-0.005585</td>\n",
       "      <td>0.002006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ADBE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.000352</td>\n",
       "      <td>0.016051</td>\n",
       "      <td>-0.022048</td>\n",
       "      <td>0.025848</td>\n",
       "      <td>0.044512</td>\n",
       "      <td>-0.004960</td>\n",
       "      <td>-0.043353</td>\n",
       "      <td>-0.030577</td>\n",
       "      <td>0.024327</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005675</td>\n",
       "      <td>-0.008117</td>\n",
       "      <td>-0.000543</td>\n",
       "      <td>0.007466</td>\n",
       "      <td>-0.007660</td>\n",
       "      <td>0.021819</td>\n",
       "      <td>-0.004723</td>\n",
       "      <td>-0.027559</td>\n",
       "      <td>-0.050259</td>\n",
       "      <td>0.009692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ADSK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.042892</td>\n",
       "      <td>0.035229</td>\n",
       "      <td>0.061529</td>\n",
       "      <td>-0.001810</td>\n",
       "      <td>0.016173</td>\n",
       "      <td>0.022908</td>\n",
       "      <td>-0.006993</td>\n",
       "      <td>0.015666</td>\n",
       "      <td>0.005168</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006351</td>\n",
       "      <td>-0.021550</td>\n",
       "      <td>-0.001339</td>\n",
       "      <td>0.001339</td>\n",
       "      <td>-0.016417</td>\n",
       "      <td>0.026404</td>\n",
       "      <td>0.002132</td>\n",
       "      <td>-0.037266</td>\n",
       "      <td>-0.032231</td>\n",
       "      <td>0.011275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>AMAT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.017610</td>\n",
       "      <td>-0.027361</td>\n",
       "      <td>-0.050407</td>\n",
       "      <td>-0.018260</td>\n",
       "      <td>0.031831</td>\n",
       "      <td>0.009066</td>\n",
       "      <td>0.021783</td>\n",
       "      <td>-0.040734</td>\n",
       "      <td>-0.000736</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020602</td>\n",
       "      <td>-0.033859</td>\n",
       "      <td>0.001935</td>\n",
       "      <td>-0.007114</td>\n",
       "      <td>-0.011314</td>\n",
       "      <td>0.001093</td>\n",
       "      <td>0.025891</td>\n",
       "      <td>0.023783</td>\n",
       "      <td>-0.008145</td>\n",
       "      <td>0.014985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>AMZN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.003975</td>\n",
       "      <td>0.018343</td>\n",
       "      <td>0.022148</td>\n",
       "      <td>0.031253</td>\n",
       "      <td>0.039517</td>\n",
       "      <td>-0.026069</td>\n",
       "      <td>-0.064579</td>\n",
       "      <td>-0.014351</td>\n",
       "      <td>0.101444</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000548</td>\n",
       "      <td>-0.016385</td>\n",
       "      <td>0.000403</td>\n",
       "      <td>-0.006472</td>\n",
       "      <td>0.015003</td>\n",
       "      <td>0.018615</td>\n",
       "      <td>-0.030294</td>\n",
       "      <td>0.005114</td>\n",
       "      <td>-0.021160</td>\n",
       "      <td>-0.001001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 4530 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "timestamp  2000-07-31  2000-08-01  2000-08-02  2000-08-03  2000-08-04  \\\n",
       "stock                                                                   \n",
       "AAPL              NaN   -0.031548   -0.042560    0.016584   -0.013245   \n",
       "ADBE              NaN   -0.000352    0.016051   -0.022048    0.025848   \n",
       "ADSK              NaN   -0.042892    0.035229    0.061529   -0.001810   \n",
       "AMAT              NaN   -0.017610   -0.027361   -0.050407   -0.018260   \n",
       "AMZN              NaN    0.003975    0.018343    0.022148    0.031253   \n",
       "\n",
       "timestamp  2000-08-07  2000-08-08  2000-08-09  2000-08-10  2000-08-11  ...  \\\n",
       "stock                                                                  ...   \n",
       "AAPL         0.009950   -0.023373    0.016751    0.000000    0.003317  ...   \n",
       "ADBE         0.044512   -0.004960   -0.043353   -0.030577    0.024327  ...   \n",
       "ADSK         0.016173    0.022908   -0.006993    0.015666    0.005168  ...   \n",
       "AMAT         0.031831    0.009066    0.021783   -0.040734   -0.000736  ...   \n",
       "AMZN         0.039517   -0.026069   -0.064579   -0.014351    0.101444  ...   \n",
       "\n",
       "timestamp  2018-07-18  2018-07-19  2018-07-20  2018-07-23  2018-07-24  \\\n",
       "stock                                                                   \n",
       "AAPL        -0.005519    0.007770   -0.002304    0.000891    0.007253   \n",
       "ADBE         0.005675   -0.008117   -0.000543    0.007466   -0.007660   \n",
       "ADSK         0.006351   -0.021550   -0.001339    0.001339   -0.016417   \n",
       "AMAT         0.020602   -0.033859    0.001935   -0.007114   -0.011314   \n",
       "AMZN        -0.000548   -0.016385    0.000403   -0.006472    0.015003   \n",
       "\n",
       "timestamp  2018-07-25  2018-07-26  2018-07-27  2018-07-30  2018-07-31  \n",
       "stock                                                                  \n",
       "AAPL         0.009367   -0.003147   -0.016778   -0.005585    0.002006  \n",
       "ADBE         0.021819   -0.004723   -0.027559   -0.050259    0.009692  \n",
       "ADSK         0.026404    0.002132   -0.037266   -0.032231    0.011275  \n",
       "AMAT         0.001093    0.025891    0.023783   -0.008145    0.014985  \n",
       "AMZN         0.018615   -0.030294    0.005114   -0.021160   -0.001001  \n",
       "\n",
       "[5 rows x 4530 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### MANAGE LOG RETURNS (STOCKS, TIMESTEMPS) ###\n",
    "\n",
    "df_logret = (df_close.pct_change(axis=1)).apply(np.log1p)\n",
    "\n",
    "df_logret.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "### DEFINE WINDOW LENGTH AS HYPERPARAMETER ###\n",
    "\n",
    "sequence_length = 200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19a48a449e8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RAW LOG RETURN STATISTICS ###\n",
    "\n",
    "plt.figure(figsize=(18,7))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.imshow(df_logret.T.corr())\n",
    "plt.xticks(range(df_logret.shape[0]), df_logret.index, rotation=90)\n",
    "plt.yticks(range(df_logret.shape[0]), df_logret.index)\n",
    "plt.title('logret correlation')\n",
    "\n",
    "plt.subplot(122)\n",
    "df_logret.T.plot.hist(bins=100, legend=False, ax=plt.gca(), title='logret distributions')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19a48c1d908>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT LOG RETURN SLIDING STATISTICS ###\n",
    "\n",
    "plt.figure(figsize=(18,6))\n",
    "\n",
    "plt.subplot(121)\n",
    "df_logret.T.rolling(sequence_length).mean().plot(legend=False, color='blue', alpha=0.3, ax=plt.gca(), \n",
    "                                                 title='logret sliding mean')\n",
    "df_logret.T.rolling(sequence_length).mean().median(axis=1).plot(color='red', linewidth=3, ax=plt.gca())\n",
    "\n",
    "plt.subplot(122)\n",
    "df_logret.T.rolling(sequence_length).std().plot(legend=False, color='blue', alpha=0.3, ax=plt.gca(), \n",
    "                                                title='logret sliding std')\n",
    "df_logret.T.rolling(sequence_length).std().median(axis=1).plot(color='red', linewidth=3, ax=plt.gca())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "### DEFINE UTILITY FUNCTIONS FOR STRUCTURAL ENTROPY CALCULATION ###\n",
    "\n",
    "def get_timespan(df, start, end):\n",
    "                                    \n",
    "    return df.iloc[:,start:end].T\n",
    "\n",
    "def corr_matrix(df, start, end):\n",
    "    \n",
    "    seq = get_timespan(df, start, end)\n",
    "    corr_seq = seq.corr().values\n",
    "    \n",
    "    return corr_seq\n",
    "\n",
    "def structural_entropy(df_logret, sequence_length, t):\n",
    "    \n",
    "    structural_entropy = {'timestamp':[], 'structural_entropy':[]}\n",
    "\n",
    "    for d in tqdm(range(sequence_length, df_logret.shape[1])):\n",
    "\n",
    "        _corr = corr_matrix(df_logret, d-sequence_length, d)\n",
    "\n",
    "        _corr = (np.abs(_corr)>t).astype(int)\n",
    "        _, _labels = connected_components(_corr)\n",
    "\n",
    "        _, _count = np.unique(_labels, return_counts=True)\n",
    "        _countnorm = _count / _count.sum()\n",
    "        _entropy = -(_countnorm*np.log2(_countnorm)).sum()\n",
    "\n",
    "        structural_entropy['timestamp'].append(df_logret.columns[d])\n",
    "        structural_entropy['structural_entropy'].append(_entropy)\n",
    "\n",
    "    structural_entropy = pd.Series(structural_entropy['structural_entropy'], \n",
    "                                   index=structural_entropy['timestamp'])\n",
    "    \n",
    "    return structural_entropy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████| 4330/4330 [00:10<00:00, 405.45it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████| 4330/4330 [00:14<00:00, 306.37it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████| 4330/4330 [00:12<00:00, 352.15it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████| 4330/4330 [00:10<00:00, 397.34it/s]\n"
     ]
    }
   ],
   "source": [
    "### CALCULATE STRUCTURAL ENTROPY WITH VARIOUS THRESHOLDS TO CREATE ADJACENT MATRIXES ###\n",
    "\n",
    "structural_entropy_05 = structural_entropy(df_logret, sequence_length, 0.5)\n",
    "structural_entropy_06 = structural_entropy(df_logret, sequence_length, 0.6)\n",
    "structural_entropy_07 = structural_entropy(df_logret, sequence_length, 0.7)\n",
    "structural_entropy_08 = structural_entropy(df_logret, sequence_length, 0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x19a4bec6f28>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT STRUCTURAL ENTROPY WITH VARIOUS THRESHOLDS TO CREATE ADJACENT MATRIXES ###\n",
    "\n",
    "plt.figure(figsize=(14,6))\n",
    "\n",
    "structural_entropy_05.plot(label='TH 0.5')\n",
    "structural_entropy_06.plot(label='TH 0.6')\n",
    "structural_entropy_07.plot(label='TH 0.7')\n",
    "structural_entropy_08.plot(label='TH 0.8')\n",
    "\n",
    "plt.ylabel('structural entropy'); plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2008-12-04 00:00:00'),\n",
       " Timestamp('2010-10-12 00:00:00'),\n",
       " Timestamp('2015-06-03 00:00:00'))"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### EXPLORE EDGE CASES IN STRUCTURAL ENTROPY CALCULATION ###\n",
    "\n",
    "reference_entropy = structural_entropy_06.copy()\n",
    "\n",
    "id_max = np.random.choice(\n",
    "    np.where(reference_entropy == reference_entropy.max())[0]\n",
    ") + sequence_length\n",
    "\n",
    "id_mean = np.random.choice(\n",
    "    np.where(reference_entropy.round(1) == round((reference_entropy.max() + \n",
    "                                                  reference_entropy.min())/2, 1))[0]\n",
    ") + sequence_length\n",
    "\n",
    "id_min = np.random.choice(\n",
    "    np.where(reference_entropy == reference_entropy.min())[0]\n",
    ") + sequence_length\n",
    "\n",
    "\n",
    "df_logret.columns[id_min], df_logret.columns[id_mean], df_logret.columns[id_max]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x19a4c058518>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### COMPARE STRUCTURAL ENTROPY AND VOLATILITY ###\n",
    "\n",
    "plt.figure(figsize=(14,6))\n",
    "\n",
    "reference_entropy.plot(label='entropy', color='orange')\n",
    "plt.ylabel('structural entropy')\n",
    "plt.legend()\n",
    "\n",
    "plt.twinx()\n",
    "df_logret.T.rolling(sequence_length).std().median(axis=1).plot(label='std', color='red')\n",
    "plt.ylabel('standard deviation')\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "### UTILITY FUNCTION TO PLOT CORRELATION MATRIX NETWORK ###\n",
    "\n",
    "def create_graph_corr(df_logret, id_, sequence_length, \n",
    "                      thresh_cluster, thresh_edge):\n",
    "    \n",
    "    _corr = corr_matrix(df_logret, id_-sequence_length, id_)\n",
    "    _pca = PCA(n_components=2, random_state=33).fit_transform(_corr)\n",
    "    \n",
    "    clusters = (np.abs(_corr)>=thresh_cluster).astype(int)\n",
    "    _, _labels = connected_components(clusters)\n",
    "    \n",
    "    results = dict()\n",
    "    \n",
    "    results['edges'] = [(x,y) for x,y in zip(*np.where(np.abs(_corr)>=thresh_edge))]\n",
    "    results['pos'] = {i:(_pca[i,0], _pca[i,1]) for i in range(len(_labels))}\n",
    "    results['node_color'] = _labels\n",
    "    results['nodelist'] = range(len(_labels))\n",
    "    \n",
    "    return results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'max structural entropy')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT A NETWORK WITH MAX STRUCTURAL ENTROPY ###\n",
    "\n",
    "graph_param = create_graph_corr(df_logret, id_max, sequence_length, \n",
    "                                thresh_cluster=0.6, thresh_edge=0.7)\n",
    "G = nx.Graph()\n",
    "G.add_edges_from(graph_param['edges'])\n",
    "del graph_param['edges']\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "nx.draw_networkx(G, **graph_param, cmap='plasma')\n",
    "plt.title('max structural entropy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'medium structural entropy')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT A NETWORK WITH MEDIUM STRUCTURAL ENTROPY ###\n",
    "\n",
    "graph_param = create_graph_corr(df_logret, id_mean, sequence_length, \n",
    "                                thresh_cluster=0.6, thresh_edge=0.7)\n",
    "G = nx.Graph()\n",
    "G.add_edges_from(graph_param['edges'])\n",
    "del graph_param['edges']\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "nx.draw_networkx(G, **graph_param, cmap='plasma')\n",
    "plt.title('medium structural entropy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'min structural entropy')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT A NETWORK WITH MIN STRUCTURAL ENTROPY ###\n",
    "\n",
    "graph_param = create_graph_corr(df_logret, id_min, sequence_length, \n",
    "                             thresh_cluster=0.6, thresh_edge=0.7)\n",
    "G = nx.Graph()\n",
    "G.add_edges_from(graph_param['edges'])\n",
    "del graph_param['edges']\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "nx.draw_networkx(G, **graph_param, cmap='plasma')\n",
    "plt.title('min structural entropy')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
